The Principles of Diffusion Models by Lai et al.: thoughts on the monograph [D]

A recent review praises "The Principles of Diffusion Models" by Lai et al. as an exceptional monograph. The reviewer, who possesses a strong background in Information and Probability Theory and a solid understanding of DDPMs, found the book highly beneficial. It is recommended for researchers, graduate students, and practitioners with foundational deep learning knowledge, indicating that prior specialization in diffusion models is not a prerequisite.

Unlike many specialized texts, this monograph is accessible to those with basic deep learning knowledge, not just diffusion model experts.